{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "d8783082-f948-4b68-b50c-284d4d701aea",
   "metadata": {},
   "outputs": [],
   "source": [
    "!pip install matplotlib"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "4b70aa50-5c04-4d0c-ae3f-d2899eb6ecd8",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-09-06T07:09:58.321879Z",
     "iopub.status.busy": "2025-09-06T07:09:58.321608Z",
     "iopub.status.idle": "2025-09-06T07:09:58.776520Z",
     "shell.execute_reply": "2025-09-06T07:09:58.776099Z",
     "shell.execute_reply.started": "2025-09-06T07:09:58.321864Z"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import json\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "with open('result_d4_k2.json') as f:\n",
    "    results = json.load(f)\n",
    "\n",
    "N_list = [r[\"parameters\"][\"n\"] for r in results]\n",
    "Acc_list = [r[\"metrics\"][\"final_accuracy\"] for r in results]\n",
    "\n",
    "plt.plot(N_list, Acc_list, marker='o')\n",
    "plt.xlabel(\"N\")\n",
    "plt.ylabel(\"final_accuracy\")\n",
    "plt.title(\"Critical N Search\")\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "a0846398-a848-4524-a3e0-4c1385b3a8bf",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-09-06T08:37:48.514995Z",
     "iopub.status.busy": "2025-09-06T08:37:48.514630Z",
     "iopub.status.idle": "2025-09-06T08:37:48.696329Z",
     "shell.execute_reply": "2025-09-06T08:37:48.695916Z",
     "shell.execute_reply.started": "2025-09-06T08:37:48.514975Z"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import json\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# 存储不同 d 值的数据\n",
    "all_results = {}\n",
    "\n",
    "# 加载 d=4 的结果\n",
    "with open('result_d4_k2.json') as f:\n",
    "    all_results['d=4'] = json.load(f)\n",
    "\n",
    "# 加载 d=5 的结果\n",
    "with open('result_d5_k2.json') as f:\n",
    "    all_results['d=5'] = json.load(f)\n",
    "\n",
    "# 加载 d=6 的结果\n",
    "with open('result_d6_k2.json') as f:\n",
    "    all_results['d=6'] = json.load(f)\n",
    "\n",
    "plt.figure(figsize=(10, 6)) # 可以调整图表大小\n",
    "\n",
    "for d_label, results in all_results.items():\n",
    "    N_list = [r[\"parameters\"][\"n\"] for r in results]\n",
    "    Acc_list = [r[\"metrics\"][\"final_accuracy\"] for r in results]\n",
    "    plt.plot(N_list, Acc_list, marker='o', label=d_label)\n",
    "\n",
    "plt.xlabel(\"N (Number of Documents)\")\n",
    "plt.ylabel(\"Final Accuracy\")\n",
    "plt.title(\"Critical N Search for Different Embedding Dimensions (k=2)\")\n",
    "plt.legend() # 显示图例，区分不同的 d 值\n",
    "plt.grid(True) # 添加网格线，方便阅读\n",
    "plt.show()\n"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.11"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
